{"id":"W2211565022","doi":"10.1242/jeb.132530","title":"The benefits of being a fish egg out of water","year":2015,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Biology; Fecundity; Human fertilization; Fishery; Ecology; Fish farming; Aquaculture; Agronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004490802,0.0002620396,0.0001686012,0.0002218951,0.0006546405,0.0008049557,0.0002342712,0.0006520349,0.004359047],"category_scores_gemma":[0.001323431,0.0002260524,0.0003640354,0.0001902558,0.001049302,0.001101395,0.001333609,0.0008917965,0.0005242305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005539226,"about_ca_system_score_gemma":0.0003356004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002920988,"about_ca_topic_score_gemma":0.008762328,"domain_scores_codex":[0.9996816,0.00007711056,0.00001378434,0.00005299899,0.0001102747,0.00006421483],"domain_scores_gemma":[0.9992349,0.0001988562,0.0001761884,0.00006674798,0.0001168226,0.0002065002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00209333,0.0002111205,0.1203033,0.001751175,0.0004119718,0.001440613,0.002154944,0.001270294,0.623499,0.0140995,0.01186729,0.2208975],"study_design_scores_gemma":[0.00007634339,0.002574596,0.8200941,0.000366376,0.0002795491,0.002570857,0.004688526,0.0005066574,0.05711661,0.0107797,0.1007967,0.0001499887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269614,0.01271905,0.002279505,0.009720596,0.0005651869,0.00002038508,0.0003728364,0.00005415266,0.04730681],"genre_scores_gemma":[0.9861618,0.003123931,0.001885255,0.001600969,0.000119599,0.00001381992,0.0001200884,0.00003193249,0.006942565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004359047,"threshold_uncertainty_score":0.01458246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262246088428354,"score_gpt":0.2664847812074019,"score_spread":0.2438623203231183,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}